{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "3D forward modeling of total-field magnetic anomaly using oblate\n",
    "ellipsoids (model with isotropic and anisotropic susceptibilities)\n",
    "\"\"\"\n",
    "# insert the figures in the notebook\n",
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "from fatiando import utils, gridder\n",
    "import oblate_ellipsoid\n",
    "from mesher import OblateEllipsoid\n",
    "import plot_functions as pf\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "from matplotlib.colors import BoundaryNorm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# The regional field\n",
    "F, inc, dec = 23500., 30, -15\n",
    "\n",
    "# Create a model formed by two ellipsoids\n",
    "# The first ellipsoid does not have remanent magnetization and\n",
    "# has an anisotropic susceptibility (different principal susceptibilities\n",
    "# k1 = 0.3, k2 = 0.2, k3 = 0.1). \n",
    "# The second has a remanent magnetization of 2 A/m\n",
    "# and an isotropic susceptibility of (all principal susceptibilities\n",
    "# equal to 0.01)\n",
    "model = [OblateEllipsoid(-1500., -2500., 1000., 600., 900., 45., 60., 7.,\n",
    "                         {'principal susceptibilities': [0.3, 0.2, 0.1],\n",
    "                          'susceptibility angles': [-20., 20., 9.]}),\n",
    "         OblateEllipsoid(2500, 2500, 900, 500, 850, 90, 23, 1,\n",
    "                         {'remanent magnetization': [2, 90, 0.],\n",
    "                          'principal susceptibilities': [0.01, 0.01, 0.01],\n",
    "                          'susceptibility angles': [13, 50, 7]})]\n",
    "\n",
    "# Create a regular grid at 0m height\n",
    "shape = (200, 200)\n",
    "area = [-5000, 5000, -5000, 5000]\n",
    "xp, yp, zp = gridder.regular(area, shape, z = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 loops, best of 3: 109 ms per loop\n"
     ]
    }
   ],
   "source": [
    "# Time execution of the function oblate_ellipsoid.tf\n",
    "%timeit oblate_ellipsoid.tf(xp, yp, zp, model, F, inc, dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Calculate the total-field anomaly\n",
    "tf = oblate_ellipsoid.tf(xp, yp, zp, model, F, inc, dec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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1u92Ctzn8hgncVu225VA2szRJOhP46x6L7RMRPR8HJ2kb4LvA/wXOo5aVpwLf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\nzMysAA5gMzOzAvx/8PUUknTpN2AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167e6240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results\n",
    "plt.close('all')\n",
    "plt.figure()\n",
    "plt.axis('scaled')\n",
    "\n",
    "ranges = np.max(np.abs([np.min(tf), np.max(tf)]))\n",
    "levels = MaxNLocator(nbins=20).tick_values(-ranges, ranges)\n",
    "cmap = plt.get_cmap('RdBu_r')\n",
    "norm = BoundaryNorm(levels, ncolors=cmap.N, clip=True)\n",
    "\n",
    "plt.contourf(0.001*yp.reshape(shape), 0.001*xp.reshape(shape),\n",
    "             tf.reshape(shape), levels=levels,\n",
    "             cmap = cmap, norm=norm)\n",
    "plt.ylabel('x (km)')\n",
    "plt.xlabel('y (km)')\n",
    "plt.xlim(0.001*np.min(yp), 0.001*np.max(yp))\n",
    "plt.ylim(0.001*np.min(xp), 0.001*np.max(xp))\n",
    "cbar = plt.colorbar()\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BADT7ruwut/1gErEIESAdQolAsqTIoI02vgg3+XMn9aZcJclkI6hWd2ev9bgd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1ed9yJZa5FcXSWLUzovXgZr6bYMSdsZwDf/+Pt58t//ernfm3/gXdz2T96NmDA7Nun6kp7Hsbfc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Er8FfTCbS6TSGh4ehqqqXjajW0yQ9X6ozUvAmGT3CI6NTvEfE8YsgA2h9k3clCCHeYlkQ16/s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\nWkMBBiGEEEIIIURr/j+vfKcyeckPLQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16f63be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.close('all')\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "ax = fig.gca(projection='3d')\n",
    "\n",
    "ranges = np.max(np.abs([np.min(tf), np.max(tf)]))\n",
    "levels = MaxNLocator(nbins=20).tick_values(-ranges, ranges)\n",
    "cmap = plt.get_cmap('RdBu_r')\n",
    "norm = BoundaryNorm(levels, ncolors=cmap.N, clip=True)\n",
    "\n",
    "cs = ax.contour(xp.reshape(shape), yp.reshape(shape), tf.reshape(shape),\n",
    "                zdir='z', offset=0, cmap=cmap, norm=norm, levels=levels,\n",
    "                linewidths=2)\n",
    "\n",
    "#cbar = fig.colorbar(cs)\n",
    "\n",
    "for m in model:\n",
    "    pf.draw_ellipsoid(ax, m, body_color=(1,1,0), body_alpha=0.3)\n",
    "\n",
    "ax.set_xlabel('x (m)')\n",
    "ax.set_ylabel('y (m)')\n",
    "ax.set_zlabel('z (m)')\n",
    "\n",
    "ax.view_init(215, 20)\n",
    "\n",
    "plt.tight_layout(True)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
